· ai
When Shapley Values Break: A Guide to Robust Model Explainability
Shapley Values are one of the most common methods for explainability, yet they can be misleading. Discover how to overcome these limitations to achieve better i...
Source
Towards Data Science
185 posts from this source
-
- · ai
How to Run Coding Agents in Parallel
Get the most out of Claude Code The post How to Run Coding Agents in Parallel appeared first on Towards Data Science....
- · software
The 2026 Goal Tracker: How I Built a Data-Driven Vision Board Using Python, Streamlit, and Neon
Designing a centralized system to track daily habits and long-term goals The post The 2026 Goal Tracker: How I Built a Data-Driven Vision Board Using Python, St...
- · ai
Do You Smell That? Hidden Technical Debt in AI Development
Why speed without standards creates fragile AI products The post Do You Smell That? Hidden Technical Debt in AI Development appeared first on Towards Data Scien...
- · ai
Why Human-Centered Data Analytics Matters More Than Ever
From optimizing metrics to designing meaning: putting people back into data-driven decisions The post Why Human-Centered Data Analytics Matters More Than Ever a...
- · ai
What Is a Knowledge Graph — and Why It Matters
How structured knowledge became healthcare’s quiet advantage The post What Is a Knowledge Graph — and Why It Matters appeared first on Towards Data Science....
- · ai
Glitches in the Attention Matrix
A history of Transformer artifacts and the latest research on how to fix them The post Glitches in the Attention Matrix appeared first on Towards Data Science....
- · ai
Topic Modeling Techniques for 2026: Seeded Modeling, LLM Integration, and Data Summaries
Seeded topic modeling, integration with LLMs, and training on summarized data are the fresh parts of the NLP toolkit. The post Topic Modeling Techniques for 202...
- · ai
An introduction to AWS Bedrock
The how, why, what and where of Amazon’s LLM access layer The post An introduction to AWS Bedrock appeared first on Towards Data Science....
- · ai
From ‘Dataslows’ to Dataflows: The Gen2 Performance Revolution in Microsoft Fabric
Dataflows were rightly? considered 'the slowest and least performant option' for ingesting data into Power BI/Microsoft Fabric. However, things are changing rap...
- · ai
Under the Uzès Sun: When Historical Data Reveals the Climate Change
Longer summers, milder winters: analysis of temperature trends in Uzès, France, year after year. The post Under the Uzès Sun: When Historical Data Reveals the C...
- · ai
Why Your ML Model Works in Training But Fails in Production
Hard lessons from building production ML systems where data leaks, defaults lie, populations shift, and time does not behave the way we expect. The post Why You...